{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "a=np.loadtxt(\"whlt.txt\", dtype={'names':('w','h','l','t'), 'formats':('f4','f4','f4','S10')})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([b'Truck', b'Car', b'Cyclist', ..., b'Car', b'Car', b'Van'],\n",
       "      dtype='|S10')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a['t']\n",
    "606   b'Truck'\n",
    "14385 b'Car'\n",
    "893   b'Cyclist'\n",
    "2280  b'Pedestrian'\n",
    "1617  b'Van'\n",
    "636   b'Misc'\n",
    "287   b'Tram'\n",
    "0     b'Person_sitting'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "606 b'Truck'\n",
      "14385 b'Car'\n",
      "893 b'Cyclist'\n",
      "2280 b'Pedestrian'\n",
      "1617 b'Van'\n",
      "636 b'Misc'\n",
      "287 b'Tram'\n",
      "0 b'Person_sitting'\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x2160 with 21 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(7, 3, figsize=(10, 30), sharex=False)\n",
    "i=0\n",
    "c=('r','g','b')\n",
    "for t in (b'Truck', b'Car', b'Cyclist',b'Pedestrian', b'Van', b'Misc', b'Tram', b'Person_sitting'):\n",
    "    ind=np.where(a['t']==t)[0]\n",
    "    print(len(ind),t)\n",
    "    if len(ind)==0:\n",
    "        continue\n",
    "    j=0\n",
    "    for e in ('w','h','l'):\n",
    "        axes[i,j].hist(a[e][ind],bins=4*(j+1),color=c[j])\n",
    "        axes[i,j].set_title(str(t)+' '+e)\n",
    "        j+=1\n",
    "    i+=1\n",
    "f.savefig(\"dist.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14385"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(a['w'][ind])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
